Big Data Analytics for PV Systems Real-time Monitoring
Goal: Big data for health diagnosis and real-time monitoring of PV systems
What will I do?
- Big data analytics and statistics on PV production data
- Big data analytics of weather data and environment data
- Identify signatures of weather events, Identify key modules degradation pattern and equipment failure
- Algorithms design for analyzing PV systems degradation rates
- Develop visualization program for easy understanding
- Understand state-of-the-art data acquisition and filtering solutions
- Develop skills with MapReduce programming model
- Learn information retrieval techniques like indexing, clustering, classification etc.
- Develop big data programming, analytics, and algorithms design
- Learn about typical reasons for PV systems degradation and failure
- Programming experience
- Algorithm design experience
- Some knowledge of material science and/or electronics is a benefit, but not strictly required